Dependency injection simply means to take objects as parameters, and not instantiate them themselves (which causes "Inversion of Control" also commonly mentioned when talking about DI). DI Containers just makes the managing of objects easier.
Avoiding it like a plague seems excessive, did you have a bad experience with them?